13 research outputs found
LIPIcs, Volume 261, ICALP 2023, Complete Volume
LIPIcs, Volume 261, ICALP 2023, Complete Volum
Machine Learning for Microcontroller-Class Hardware -- A Review
The advancements in machine learning opened a new opportunity to bring
intelligence to the low-end Internet-of-Things nodes such as microcontrollers.
Conventional machine learning deployment has high memory and compute footprint
hindering their direct deployment on ultra resource-constrained
microcontrollers. This paper highlights the unique requirements of enabling
onboard machine learning for microcontroller class devices. Researchers use a
specialized model development workflow for resource-limited applications to
ensure the compute and latency budget is within the device limits while still
maintaining the desired performance. We characterize a closed-loop widely
applicable workflow of machine learning model development for microcontroller
class devices and show that several classes of applications adopt a specific
instance of it. We present both qualitative and numerical insights into
different stages of model development by showcasing several use cases. Finally,
we identify the open research challenges and unsolved questions demanding
careful considerations moving forward.Comment: Accepted for publication at IEEE Sensors Journa
2009 Annual Progress Report: DOE Hydrogen Program
This report summarizes the hydrogen and fuel cell R&D activities and accomplishments of the DOE Hydrogen Program for FY2009. It covers the program areas of hydrogen production and delivery; fuel cells; manufacturing; technology validation; safety, codes and standards; education; and systems analysis
Graduate course catalog (Florida International University). [2002-2003]
https://digitalcommons.fiu.edu/catalogs/1008/thumbnail.jp
Graduate course catalog (Florida International University). [2001-2002]
https://digitalcommons.fiu.edu/catalogs/1009/thumbnail.jp
Undergraduate catalog (Florida International University). [2002-2003]
https://digitalcommons.fiu.edu/catalogs/1029/thumbnail.jp
Undergraduate catalog (Florida International University). [1998-1999]
https://digitalcommons.fiu.edu/catalogs/1033/thumbnail.jp
Graduate catalog (Florida International University). [1997-1998]
https://digitalcommons.fiu.edu/catalogs/1013/thumbnail.jp